505 research outputs found

    When Streams Come True: Estimating the Impact of Free Streaming Availability on EST Sales

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    The rise of online digital platforms has caused a massive increase in the number of viewers who consume entertainment via online streaming. To cater to this audience, television networks have started making their content instantly available on both paid and free online streaming platforms after broadcast. However, this raises questions as to what impact these free streaming channels have on consumption in paid channels, such as digital Electronic Sell Through (EST). In this paper, we empirically analyze whether free streaming on a major television network’s online platform cannibalizes the sales on paid channels. To do this, we use a unique dataset provided by a leading television network in the United States. We exploit the natural variation in the online streaming schedules of a prominent television show in our identification strategy. Using a difference in difference approach we find that free streaming availability cannibalizes EST sales by about 8.4%

    Inferring Unusual Crowd Events From Mobile Phone Call Detail Records

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    The pervasiveness and availability of mobile phone data offer the opportunity of discovering usable knowledge about crowd behaviors in urban environments. Cities can leverage such knowledge in order to provide better services (e.g., public transport planning, optimized resource allocation) and safer cities. Call Detail Record (CDR) data represents a practical data source to detect and monitor unusual events considering the high level of mobile phone penetration, compared with GPS equipped and open devices. In this paper, we provide a methodology that is able to detect unusual events from CDR data that typically has low accuracy in terms of space and time resolution. Moreover, we introduce a concept of unusual event that involves a large amount of people who expose an unusual mobility behavior. Our careful consideration of the issues that come from coarse-grained CDR data ultimately leads to a completely general framework that can detect unusual crowd events from CDR data effectively and efficiently. Through extensive experiments on real-world CDR data for a large city in Africa, we demonstrate that our method can detect unusual events with 16% higher recall and over 10 times higher precision, compared to state-of-the-art methods. We implement a visual analytics prototype system to help end users analyze detected unusual crowd events to best suit different application scenarios. To the best of our knowledge, this is the first work on the detection of unusual events from CDR data with considerations of its temporal and spatial sparseness and distinction between user unusual activities and daily routines.Comment: 18 pages, 6 figure

    Decreased dopamine activity predicts relapse in methamphetamine abusers.

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    Studies in methamphetamine (METH) abusers showed that the decreases in brain dopamine (DA) function might recover with protracted detoxification. However, the extent to which striatal DA function in METH predicts recovery has not been evaluated. Here we assessed whether striatal DA activity in METH abusers is associated with clinical outcomes. Brain DA D2 receptor (D2R) availability was measured with positron emission tomography and [(11)C]raclopride in 16 METH abusers, both after placebo and after challenge with 60 mg oral methylphenidate (MPH) (to measure DA release) to assess whether it predicted clinical outcomes. For this purpose, METH abusers were tested within 6 months of last METH use and then followed up for 9 months of abstinence. In parallel, 15 healthy controls were tested. METH abusers had lower D2R availability in caudate than in controls. Both METH abusers and controls showed decreased striatal D2R availability after MPH and these decreases were smaller in METH than in controls in left putamen. The six METH abusers who relapsed during the follow-up period had lower D2R availability in dorsal striatum than in controls, and had no D2R changes after MPH challenge. The 10 METH abusers who completed detoxification did not differ from controls neither in striatal D2R availability nor in MPH-induced striatal DA changes. These results provide preliminary evidence that low striatal DA function in METH abusers is associated with a greater likelihood of relapse during treatment. Detection of the extent of DA dysfunction may be helpful in predicting therapeutic outcomes

    Immunotoxicity of Ochratoxin and Citrinin in New Zealand White rabbits

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    In the present study, the effects of ochratoxin A (OTA), citrinin (CIT) and their combination on the immunological parameters were studied in 6-8 weeks old New Zealand White rabbits at 60 d post-intoxication. Thirty two rabbits were divided into four groups of eight. OTA, CIT and a combination of the two were given at 0.75 mg/kg, 15 mg/kg and 0.75 plus 15 mg/kg, in feed respectively for up to 60 d of the trial. Other fourth group was used as a control, being fed standard toxin free feed. The toxin treated animals showed a signifi cant decline in antibody titres to sheep red blood cells. The reduction in the cell mediated immune response was more signifi cant in the OTA and combination groups as observed in the skin hypersensitivity test and the lymphocyte proliferation assay. The citrinin-treated rabbits failed to show any signifi cant changes following the lymphocyte transformation assay and the delayed type hypersensitivity test. Histologically, the cellular (mononuclear cells) reaction in the skin in the treated groups was comparatively lesser than that of the control group. Thus, the present study in rabbits indicated signifi cantly lower humoral and cellular immune responses in the OTA and combination groupsThe authors would like to acknowledge the help extended by the Director of the IVRI and the Head of the Division of Pathology in the execution of this research. This study was financially supported in part by the NATP-CGP (ICAR) Project No. II/221.Kumar, M.; Dwivedi, P.; Sharma, A.; Telang, A.; Patil, R.; Singh, N. (2010). Immunotoxicity of Ochratoxin and Citrinin in New Zealand White rabbits. World Rabbit Science. 16(1). http://hdl.handle.net/10251/851416

    Preliminary hydrobiological studies on the Kanasgeri backwaters

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    Preliminary hydrobiological in't^stigaitions of the Kanasgeri backwater area ; adjacent to the Kali estuary in Noitfi rKanarft carried out during September 1976- • August 1977 revealed that the area'could be utilised for aquacUlture purposes

    Anomaly Detection in Social Media Using Recurrent Neural Network

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    © 2019, Springer Nature Switzerland AG. In today’s information environment there is an increasing reliance on online and social media in the acquisition, dissemination and consumption of news. Specifically, the utilization of social media platforms such as Facebook and Twitter has increased as a cutting edge medium for breaking news. On the other hand, the low cost, easy access and rapid propagation of news through social media makes the platform more sensitive to fake and anomalous reporting. The propagation of fake and anomalous news is not some benign exercise. The extensive spread of fake news has the potential to do serious and real damage to individuals and society. As a result, the detection of fake news in social media has become a vibrant and important field of research. In this paper, a novel application of machine learning approaches to the detection and classification of fake and anomalous data are considered. An initial clustering step with the K-Nearest Neighbor (KNN) algorithm is proposed before training the result with a Recurrent Neural Network (RNN). The results of a preliminary application of the KNN phase before the RNN phase produces a quantitative and measureable improvement in the detection of outliers, and as such is more effective in detecting anomalies or outliers against the test dataset of 2016 US Presidential Election predictions

    On a whale shark Rhineodon typus smith Landed at Karwar, Karnataka

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    A female whale shark, Rhineodon typus Smith, measuring 8.81 m in total length was landed at Karwar in the third week of January 1981 [reported as measuring 3.81 m in length (Anon 1981)]. This is the first record of such an occurrence in North Kanara District
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